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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

Meta-learning with an Adaptive Task Scheduler NIPS 2021
Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization NIPS 2021
How Fine-Tuning Allows for Effective Meta-Learning NIPS 2021
Gradient-based Hyperparameter Optimization Over Long Horizons NIPS 2021
True Few-Shot Learning with Language Models NIPS 2021
Revisit Multimodal Meta-Learning through the Lens of Multi-Task Learning NIPS 2021
Online Meta-Learning via Learning with Layer-Distributed Memory NIPS 2021
Multi-Objective Meta Learning NIPS 2021
Detecting Individual Decision-Making Style: Exploring Behavioral Stylometry in Chess NIPS 2021
Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis NIPS 2021
Effective Meta-Regularization by Kernelized Proximal Regularization NIPS 2021
Multimodal Few-Shot Learning with Frozen Language Models NIPS 2021
Uniform Sampling over Episode Difficulty NIPS 2021
Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima NIPS 2021
Exploring the Limits of Out-of-Distribution Detection NIPS 2021
Towards Enabling Meta-Learning from Target Models NIPS 2021
Realistic evaluation of transductive few-shot learning NIPS 2021
Rectifying the Shortcut Learning of Background for Few-Shot Learning NIPS 2021
Learning to Learn Dense Gaussian Processes for Few-Shot Learning NIPS 2021
FLEX: Unifying Evaluation for Few-Shot NLP NIPS 2021
DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples NIPS 2021
Statistically and Computationally Efficient Linear Meta-representation Learning NIPS 2021
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples NIPS 2021
Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning NIPS 2021
Few-Round Learning for Federated Learning NIPS 2021